MDCCD Data Warehouse
Revision as of 16:51, 23 May 2024 by Jeff.tyndall (talk | contribs)
Overview
The Medical Device and Clinical Compliance (MDCCD) Data Warehouse is an Oracle 19c based data warehouse maintained by Shared Services Canada (SSC) and Health Canada's (HC) Digital Transformation Branch (DTB).
The MDCCD Data Warehouse uses a concept called "Fundamental Datasets". Fundamental Datasets are meant to be a standardized dataset that is optimized for business intelligence and data science.
Problems to Address
- There is no single source of truth for MDCCD’s data.
- Program data is stored a various repositories.
- Ex: IRS, MDS, eCES, RADAR, ARISg, eSAP
- Repositories are often poorly documented.
- Data is often incomplete, inaccurate or missing.
- IT systems are constantly changing.
- Requires tools and business intelligence to be rebuilt.
- Data Analysts are not always allowed to access production databases.
Benefits of the MDCCD Warehouse
- Better data quality: A data warehouse centralizes data from a variety of data sources, such as transactional systems, operational databases, and flat files. It then cleanses the operational data, eliminates duplicates, and standardizes it to create a single source of the truth.
- Faster insights: Data warehouses enable data integration, allowing program users to leverage all of the program’s data into each business decision. Data warehouse data makes it possible to report on themes, trends, aggregations, and other relationships among data collected.
- Smarter decision-making: A data warehouse supports large-scale BI functions such as data mining (finding unseen patterns and relationships in data), artificial intelligence, and machine learning—tools data professionals and program leaders can use to get hard evidence for making smarter decisions in virtually every area of the organization, from compliance verification to financial management and inspection planning.
- Time savings: By using standardized datasets, business intelligence and automation tools can escape the cycle of constant rebuilding whenever IT systems change.
- Documented data: Having all the program data in one location allows for the data to be properly documented with data dictionaries and entity-relationship diagrams resulting in consistent interpretations and reducing misunderstandings. Well documented data also allows for faster product development and training of data analysts.
Scope, Phases & Scalability
Scope
- IT Systems that do not have a preexisting reporting solution.
- Functions where MDCCD is the owner of data.
Phase 1
- Provisioning of data warehouse. – Completed
- Creation of standardized datasets for Medical Device inspections. - Completed
- Creation of ETL from MDID (Medical Device Inspection Database) to MDCCD Data Warehouse. – In Progress
Phase 2
- AHR Registrations & Inspections
- CTO Registrations & Inspections
Phase 3
- Medical Device Compliance Verification, Recalls & Establishment Licencing
Future Phases
- Data utilized by MDCCD, but where MDCCD is not the data owner (Ex: ARISg, eSAP)
- Data from new IT systems (Ex: CIELS)
Potential Scalability
- Incorporate data currently captured by another reporting system (Ex. RADAR Reporting Database).
- Incorporate data utilized by other program partners (Ex. Medical Device Licencing, Drug Product Dictionary).
Systems
This section outlines the IT systems that have their data included in the Data Warehouse.
Medical Device Compliance Program
Medical Device Inspection Database (MDID)
- This system holds Medical Device Inspection records.
Schemas
The MDCCD Data Warehouse contains two database schemas:
- MDCCD_DM_OWNER
- Holds all tables and views used for reporting & analysis.
- MDCCD_STG_OWNER
- Holds all tables used for staging as part of the ETL process to populate tables held in the MDCCD_DM_OWNER schema.
Tables
Table Naming Convention
Tables are named using a 3 or 4 code convention.
- PROGRAM
- This two letter code indicates the MDCCD program that the table applies to.
- MD - Medical Device
- AH - Assisted Human Reproduction
- BD - Blood
- CO - Cells, Tissues, Organs
- CT - Clinical Trials
- This two letter code indicates the MDCCD program that the table applies to.
- FUNCTION
- This two to three letter code indicates the functional area of the program.
- INS - Inspection
- EST - Establishment Licence
- COM - Company
- INC - Incident
- REC - Recall
- This two to three letter code indicates the functional area of the program.
- TABLE GROUP
- This code indicates if the table is part of a larger grouping of tables that hold common information.
- CASE - Case Information
- IRC - Inspection Report Card Information
- TABLE
- This code indicates the name of the table.
The convention follows the following formats
- 3 Code: [PROGRAM]_[FUNCTION]_[TABLE]
- Example: MD_INS_CASE (Medical Device Inspections, Case Table.)
- 4 Code: [PROGRAM]_[FUNCTION]_[TABLE GROUP]_[TABLE]
- Example: MD_INS_CASE_CAPA (Medical Device Inspections, Case Table Grouping, Corrective Action Plan Table.)
Table Listing by Schema & Program
MDCCD_DM_OWNER
Table Name | Table Description |
---|---|
MD_INS_CASE | This table is the main medical device inspection table. |
MD_INS_CASE_CAPA | This table holds information about the corrective action plan for an inspection observation. |
MD_INS_CASE_DESIGNATION | This table holds designation codes for an inspection. |
MD_INS_CASE_ESTACTIVITY | This table holds the activities of the establishment as entered by the inspector. |
MD_INS_CASE_INSPECTORS | This table holds a list of inspectors working on the inspection. |
MD_INS_CASE_NOTES | This table holds the notes for an inspection. |
MD_INS_CASE_OBSERVATIONS | This table holds the observations for an inspection. |
MD_INS_CASE_WORKFLOW | This table holds the busienss process flow (workflow) for an inspection. |
MD_INS_IID | This table holds the Initial Inspection Deficiency information for an inspection. |
MD_INS_INSPECTORLIST | This table holds a list of inspectors in the MDID system. |
MD_INS_IRC_ENFORCEMENT | This table holds the enforcement actions listed for an inspection as part of the Inspection Report Card. |
MD_INS_IRC_MEASURES | This table holds the measures listed for an inspection as part of the Inspection Report Card. |
MD_INS_IRC_OBSERVATIONS | This table holds the observations listed for an inspection as part of the Inspection Report Card. |
MD_INS_SITE | This table holds the listing of sites from the MDID system including those migrated from the Medical Device System (MDS). |
MD_INS_SITE_CONTACT | This table holds the listing of site contacts from the MDID system including those migrated from the Medical Device System (MDS). |
MD_INS_SITE_LICENCE | This table holds the listing of site establishment licences from the MDID system including those migrated from the Medical Device System (MDS). |
MD_INS_SITE_LICENCEACTIVITY | This table holds the listing of site establishment licence activities from the MDID system including those migrated from the Medical Device System (MDS). |
Contacts
Access & Questions
- Jeff Tyndall (jeff.tyndall@hc-sc.gc.ca)
- Caroline Mimeault (caroline.mimeault@hc-sc.gc.ca)